{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1bd64707-0f64-45a8-9348-5376264a82de",
   "metadata": {},
   "outputs": [],
   "source": [
    "# [Python 通过 akshare 绘制中国平安均线并显示买卖点](https://mp.weixin.qq.com/s?__biz=MzA3Nzc3MzUyOQ==&mid=2247483801&idx=1&sn=6e29e819953fc89c6a395a29fc707515&chksm=9f4dae2fa83a273921d6e9c9f82e7928ff9a45f25e942f24b013d1ef2797bf1f01fc9cea3679#rd)\n",
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# 平安\n",
    "symbol = \"sh601318\"\n",
    "pingan = ak.stock_zh_a_daily(symbol=symbol, adjust=\"qfq\")\n",
    "# 获取过去 30天的数据\n",
    "data = pingan.reset_index().iloc[-30:, :6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "475b5d87-2f3c-4bd9-85f3-47afebf84e9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 把 date 类型修改为 datetime 并设置为索引\n",
    "\n",
    "data[\"date\"] = pd.to_datetime(data[\"date\"])\n",
    "data.set_index(\"date\", inplace=True)\n",
    "# 删除 index 列数据\n",
    "\n",
    "data.drop(columns=[\"index\"], inplace=True)\n",
    "# 生成日均线\n",
    "\n",
    "data[\"1\"] = data.close\n",
    "data[\"5\"] = data.close.rolling(5).mean()\n",
    "data[\"10\"] = data.close.rolling(10).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2aac8d27-52f1-4dc1-bb54-23a9db5e4fe5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(data)\n",
    "# 生成买卖信号\n",
    "\n",
    "# 生成买卖信号\n",
    "data[\"Signal\"] = 0\n",
    "# 短期均线上穿长期均线，产生买入信号\n",
    "data.loc[data[\"5\"] > data[\"10\"], \"Signal\"] = 1\n",
    "# 短期均线下穿长期均线，产生卖出信号\n",
    "data.loc[data[\"5\"] < data[\"10\"], \"Signal\"] = -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1e24b561-135e-49f3-b3a1-e832a4d87c76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "# 绘制均线\n",
    "\n",
    "plt.plot(data[\"1\"], alpha=0.5, label=\"M1\")\n",
    "plt.plot(data[\"5\"], alpha=0.5, label=\"M5\")\n",
    "plt.plot(data[\"10\"], alpha=0.5, label=\"M10\")\n",
    "# 绘制买卖信号\n",
    "\n",
    "plt.scatter(\n",
    "    data[data[\"Signal\"] == 1].index,\n",
    "    data[data[\"Signal\"] == 1][\"5\"],\n",
    "    marker=\"^\",\n",
    "    color=\"r\",\n",
    "    label=\"Buy Signal\",\n",
    ")\n",
    "plt.scatter(\n",
    "    data[data[\"Signal\"] == -1].index,\n",
    "    data[data[\"Signal\"] == -1][\"10\"],\n",
    "    marker=\"v\",\n",
    "    color=\"g\",\n",
    "    label=\"Sell Signal\",\n",
    ")\n",
    "# 设置 X Y 轴信息\n",
    "\n",
    "plt.xticks(rotation=45, size=8)\n",
    "plt.title(f\"{symbol} 中国平安股价走势\")\n",
    "plt.xlabel(\"日期\")\n",
    "plt.ylabel(\"价格\")\n",
    "\n",
    "# 绘制 label 和显示图表\n",
    "\n",
    "plt.legend()\n",
    "plt.subplots_adjust(bottom=0.25)\n",
    "plt.show(block=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2d58b0a1-3551-4aa5-803e-1078393fa678",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high    low  close      1       5      10  Signal\n",
      "date                                                                 \n",
      "2025-06-05  52.26  52.65  52.15  52.47  52.47     NaN     NaN       0\n",
      "2025-06-06  52.48  52.60  51.85  51.91  51.91     NaN     NaN       0\n",
      "2025-06-09  52.04  52.42  51.99  52.21  52.21     NaN     NaN       0\n",
      "2025-06-10  52.20  52.58  51.81  51.92  51.92     NaN     NaN       0\n",
      "2025-06-11  51.90  53.11  51.90  52.93  52.93  52.288     NaN       0\n",
      "2025-06-12  52.77  53.77  52.51  53.27  53.27  52.448     NaN       0\n",
      "2025-06-13  53.29  53.35  52.75  52.95  52.95  52.656     NaN       0\n",
      "2025-06-16  52.80  53.04  52.54  52.79  52.79  52.772     NaN       0\n",
      "2025-06-17  52.77  52.97  52.42  52.70  52.70  52.928     NaN       0\n",
      "2025-06-18  52.65  52.75  51.80  52.29  52.29  52.800  52.544       1\n",
      "2025-06-19  52.18  52.28  51.62  51.70  51.70  52.486  52.467       1\n",
      "2025-06-20  51.69  53.31  51.69  53.20  53.20  52.536  52.596      -1\n",
      "2025-06-23  52.96  53.69  52.73  53.55  53.55  52.688  52.730      -1\n",
      "2025-06-24  53.65  55.37  53.64  55.19  55.19  53.186  53.057       1\n",
      "2025-06-25  55.20  56.37  54.99  56.25  56.25  53.978  53.389       1\n",
      "2025-06-26  56.16  56.44  55.85  55.96  55.96  54.830  53.658       1\n",
      "2025-06-27  55.96  56.49  55.02  55.36  55.36  55.262  53.899       1\n",
      "2025-06-30  55.50  55.95  55.13  55.48  55.48  55.648  54.168       1\n",
      "2025-07-01  55.66  55.89  55.30  55.70  55.70  55.750  54.468       1\n",
      "2025-07-02  55.70  56.01  55.35  55.81  55.81  55.662  54.820       1\n",
      "2025-07-03  55.90  56.20  55.66  55.80  55.80  55.630  55.230       1\n",
      "2025-07-04  55.70  57.39  55.43  56.57  56.57  55.872  55.567       1\n",
      "2025-07-07  56.59  56.80  56.06  56.43  56.43  56.062  55.855       1\n",
      "2025-07-08  56.40  56.78  56.11  56.45  56.45  56.212  55.981       1\n",
      "2025-07-09  56.45  56.78  55.88  55.90  55.90  56.230  55.946       1\n",
      "2025-07-10  55.90  57.58  55.81  57.13  57.13  56.496  56.063       1\n",
      "2025-07-11  57.00  59.02  56.96  57.71  57.71  56.724  56.298       1\n",
      "2025-07-14  57.69  58.24  57.57  57.57  57.57  56.952  56.507       1\n",
      "2025-07-15  57.75  57.96  56.98  57.10  57.10  57.082  56.647       1\n",
      "2025-07-16  57.17  57.24  56.21  56.83  56.83  57.268  56.749       1\n"
     ]
    }
   ],
   "source": [
    "print(data)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
